Carl Allen
@carl-allen.bsky.social
Laplace Junior Chair, Machine Learning
ENS Paris. (prev ETH Zurich, Edinburgh, Oxford..)
Working on mathematical foundations/probabilistic interpretability of ML (what NNs learn🤷♂️, disentanglement🤔, king-man+woman=queen?👌…)
ENS Paris. (prev ETH Zurich, Edinburgh, Oxford..)
Working on mathematical foundations/probabilistic interpretability of ML (what NNs learn🤷♂️, disentanglement🤔, king-man+woman=queen?👌…)
Machine learning has made incredible breakthroughs, but our theoretical understanding lags behind.
We take a step towards unravelling its mystery by explaining why the phenomenon of disentanglement arises in generative latent variable models.
Blog post: carl-allen.github.io/theory/2024/...
We take a step towards unravelling its mystery by explaining why the phenomenon of disentanglement arises in generative latent variable models.
Blog post: carl-allen.github.io/theory/2024/...
December 18, 2024 at 4:58 PM
Machine learning has made incredible breakthroughs, but our theoretical understanding lags behind.
We take a step towards unravelling its mystery by explaining why the phenomenon of disentanglement arises in generative latent variable models.
Blog post: carl-allen.github.io/theory/2024/...
We take a step towards unravelling its mystery by explaining why the phenomenon of disentanglement arises in generative latent variable models.
Blog post: carl-allen.github.io/theory/2024/...